Overview

Brought to you by YData

Dataset statistics

Number of variables	26
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.6 MiB
Average record size in memory	380.5 B

Variable types

Numeric	18
Categorical	8

Alerts

`Age` is highly overall correlated with `Age_NumProducts_Interaction` and 1 other fields	High correlation
`Age_Balance_Interaction` is highly overall correlated with `Balance` and 6 other fields	High correlation
`Age_NumProducts_Interaction` is highly overall correlated with `Age` and 2 other fields	High correlation
`Age_Squared` is highly overall correlated with `Age` and 1 other fields	High correlation
`Balance` is highly overall correlated with `Age_Balance_Interaction` and 6 other fields	High correlation
`BalanceCategory` is highly overall correlated with `Age_Balance_Interaction` and 5 other fields	High correlation
`Balance_Squared` is highly overall correlated with `Age_Balance_Interaction` and 6 other fields	High correlation
`Balance_to_EstimatedSalary_Ratio` is highly overall correlated with `Age_Balance_Interaction` and 5 other fields	High correlation
`CreditScore` is highly overall correlated with `CreditScore_Squared`	High correlation
`CreditScore_Balance_Interaction` is highly overall correlated with `Age_Balance_Interaction` and 6 other fields	High correlation
`CreditScore_EstimatedSalary_Interaction` is highly overall correlated with `EstimatedSalary` and 1 other fields	High correlation
`CreditScore_Squared` is highly overall correlated with `CreditScore`	High correlation
`EstimatedSalary` is highly overall correlated with `CreditScore_EstimatedSalary_Interaction` and 1 other fields	High correlation
`Gender` is highly overall correlated with `RegionChurnRate`	High correlation
`Log_Balance` is highly overall correlated with `Age_Balance_Interaction` and 6 other fields	High correlation
`Log_EstimatedSalary` is highly overall correlated with `CreditScore_EstimatedSalary_Interaction` and 1 other fields	High correlation
`NumOfProducts` is highly overall correlated with `Age_NumProducts_Interaction` and 1 other fields	High correlation
`NumProducts_to_Tenure_Ratio` is highly overall correlated with `Tenure` and 1 other fields	High correlation
`RegionChurnRate` is highly overall correlated with `Gender`	High correlation
`Tenure` is highly overall correlated with `NumProducts_to_Tenure_Ratio` and 1 other fields	High correlation
`Tenure_Balance_Interaction` is highly overall correlated with `Age_Balance_Interaction` and 7 other fields	High correlation
`Tenure_NumProducts_Interaction` is highly overall correlated with `NumOfProducts` and 1 other fields	High correlation
`Balance_to_EstimatedSalary_Ratio` is highly skewed (γ1 = 93.39667598)	Skewed
`CreditScore_EstimatedSalary_Interaction` has unique values	Unique
`Tenure` has 413 (4.1%) zeros	Zeros
`Balance` has 3617 (36.2%) zeros	Zeros
`Age_Balance_Interaction` has 3617 (36.2%) zeros	Zeros
`CreditScore_Balance_Interaction` has 3617 (36.2%) zeros	Zeros
`Tenure_NumProducts_Interaction` has 413 (4.1%) zeros	Zeros
`Tenure_Balance_Interaction` has 3893 (38.9%) zeros	Zeros
`Balance_Squared` has 3617 (36.2%) zeros	Zeros
`Log_Balance` has 3617 (36.2%) zeros	Zeros
`Balance_to_EstimatedSalary_Ratio` has 3617 (36.2%) zeros	Zeros

Reproduction

Analysis started	2024-12-03 10:08:43.326335
Analysis finished	2024-12-03 10:10:03.216453
Duration	1 minute and 19.89 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

CreditScore
Real number (ℝ)

High correlation

Distinct	460
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	650.5288

Minimum	350
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	350
5-th percentile	489
Q1	584
median	652
Q3	718
95-th percentile	812
Maximum	850
Range	500
Interquartile range (IQR)	134

Descriptive statistics

Standard deviation	96.653299
Coefficient of variation (CV)	0.14857651
Kurtosis	-0.42572568
Mean	650.5288
Median Absolute Deviation (MAD)	67
Skewness	-0.071606608
Sum	6505288
Variance	9341.8602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
850	233	2.3%
678	63	0.6%
655	54	0.5%
705	53	0.5%
667	53	0.5%
684	52	0.5%
670	50	0.5%
651	50	0.5%
660	48	0.5%
683	48	0.5%
Other values (450)	9296	93.0%

Value	Count	Frequency (%)
350	5	0.1%
351	1	< 0.1%
358	1	< 0.1%
359	1	< 0.1%
363	1	< 0.1%
365	1	< 0.1%
367	1	< 0.1%
373	1	< 0.1%
376	2	< 0.1%
382	1	< 0.1%

Value	Count	Frequency (%)
850	233	2.3%
849	8	0.1%
848	5	0.1%
847	6	0.1%
846	5	0.1%
845	6	0.1%
844	7	0.1%
843	2	< 0.1%
842	7	0.1%
841	12	0.1%

Geography
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	615.4 KiB

France	5014
Germany	2509
Spain	2477

Length

Max length	7
Median length	6
Mean length	6.0032
Min length	5

Characters and Unicode

Total characters	60032
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	France
2nd row	Spain
3rd row	France
4th row	France
5th row	Spain

Common Values

Value	Count	Frequency (%)
France	5014	50.1%
Germany	2509	25.1%
Spain	2477	24.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
france	5014	50.1%
germany	2509	25.1%
spain	2477	24.8%

Most occurring characters

Value	Count	Frequency (%)
n	10000	16.7%
a	10000	16.7%
r	7523	12.5%
e	7523	12.5%
F	5014	8.4%
c	5014	8.4%
G	2509	4.2%
m	2509	4.2%
y	2509	4.2%
S	2477	4.1%
Other values (2)	4954	8.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	60032	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	10000	16.7%
a	10000	16.7%
r	7523	12.5%
e	7523	12.5%
F	5014	8.4%
c	5014	8.4%
G	2509	4.2%
m	2509	4.2%
y	2509	4.2%
S	2477	4.1%
Other values (2)	4954	8.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	60032	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	10000	16.7%
a	10000	16.7%
r	7523	12.5%
e	7523	12.5%
F	5014	8.4%
c	5014	8.4%
G	2509	4.2%
m	2509	4.2%
y	2509	4.2%
S	2477	4.1%
Other values (2)	4954	8.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	60032	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	10000	16.7%
a	10000	16.7%
r	7523	12.5%
e	7523	12.5%
F	5014	8.4%
c	5014	8.4%
G	2509	4.2%
m	2509	4.2%
y	2509	4.2%
S	2477	4.1%
Other values (2)	4954	8.3%

Gender
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	604.7 KiB

Male	5457
Female	4543

Length

Max length	6
Median length	4
Mean length	4.9086
Min length	4

Characters and Unicode

Total characters	49086
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Female
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	5457	54.6%
Female	4543	45.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	5457	54.6%
female	4543	45.4%

Most occurring characters

Value	Count	Frequency (%)
e	14543	29.6%
a	10000	20.4%
l	10000	20.4%
M	5457	11.1%
F	4543	9.3%
m	4543	9.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49086	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	14543	29.6%
a	10000	20.4%
l	10000	20.4%
M	5457	11.1%
F	4543	9.3%
m	4543	9.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49086	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	14543	29.6%
a	10000	20.4%
l	10000	20.4%
M	5457	11.1%
F	4543	9.3%
m	4543	9.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49086	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	14543	29.6%
a	10000	20.4%
l	10000	20.4%
M	5457	11.1%
F	4543	9.3%
m	4543	9.3%

Age
Real number (ℝ)

High correlation

Distinct	70
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.9218

Minimum	18
Maximum	92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	18
5-th percentile	25
Q1	32
median	37
Q3	44
95-th percentile	60
Maximum	92
Range	74
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	10.487806
Coefficient of variation (CV)	0.26945841
Kurtosis	1.3953471
Mean	38.9218
Median Absolute Deviation (MAD)	6
Skewness	1.0113203
Sum	389218
Variance	109.99408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	478	4.8%
38	477	4.8%
35	474	4.7%
36	456	4.6%
34	447	4.5%
33	442	4.4%
40	432	4.3%
39	423	4.2%
32	418	4.2%
31	404	4.0%
Other values (60)	5549	55.5%

Value	Count	Frequency (%)
18	22	0.2%
19	27	0.3%
20	40	0.4%
21	53	0.5%
22	84	0.8%
23	99	1.0%
24	132	1.3%
25	154	1.5%
26	200	2.0%
27	209	2.1%

Value	Count	Frequency (%)
92	2	< 0.1%
88	1	< 0.1%
85	1	< 0.1%
84	2	< 0.1%
83	1	< 0.1%
82	1	< 0.1%
81	4	< 0.1%
80	3	< 0.1%
79	4	< 0.1%
78	5	0.1%

Tenure
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0128

Minimum	0
Maximum	10
Zeros	413
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.8921744
Coefficient of variation (CV)	0.57695786
Kurtosis	-1.1652252
Mean	5.0128
Median Absolute Deviation (MAD)	2
Skewness	0.010991458
Sum	50128
Variance	8.3646726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2	1048	10.5%
1	1035	10.3%
7	1028	10.3%
8	1025	10.2%
5	1012	10.1%
3	1009	10.1%
4	989	9.9%
9	984	9.8%
6	967	9.7%
10	490	4.9%

Value	Count	Frequency (%)
0	413	4.1%
1	1035	10.3%
2	1048	10.5%
3	1009	10.1%
4	989	9.9%
5	1012	10.1%
6	967	9.7%
7	1028	10.3%
8	1025	10.2%
9	984	9.8%

Value	Count	Frequency (%)
10	490	4.9%
9	984	9.8%
8	1025	10.2%
7	1028	10.3%
6	967	9.7%
5	1012	10.1%
4	989	9.9%
3	1009	10.1%
2	1048	10.5%
1	1035	10.3%

Balance
Real number (ℝ)

High correlation Zeros

Distinct	6382
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76485.889

Minimum	0
Maximum	250898.09
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	97198.54
Q3	127644.24
95-th percentile	162711.67
Maximum	250898.09
Range	250898.09
Interquartile range (IQR)	127644.24

Descriptive statistics

Standard deviation	62397.405
Coefficient of variation (CV)	0.81580283
Kurtosis	-1.4894118
Mean	76485.889
Median Absolute Deviation (MAD)	46766.79
Skewness	-0.14110871
Sum	7.6485889 × 10⁸
Variance	3.8934362 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
130170.82	2	< 0.1%
105473.74	2	< 0.1%
159397.75	1	< 0.1%
144238.7	1	< 0.1%
112262.84	1	< 0.1%
109106.8	1	< 0.1%
142147.32	1	< 0.1%
109109.33	1	< 0.1%
146587.3	1	< 0.1%
Other values (6372)	6372	63.7%

Value	Count	Frequency (%)
0	3617	36.2%
3768.69	1	< 0.1%
12459.19	1	< 0.1%
14262.8	1	< 0.1%
16893.59	1	< 0.1%
23503.31	1	< 0.1%
24043.45	1	< 0.1%
27288.43	1	< 0.1%
27517.15	1	< 0.1%
27755.97	1	< 0.1%

Value	Count	Frequency (%)
250898.09	1	< 0.1%
238387.56	1	< 0.1%
222267.63	1	< 0.1%
221532.8	1	< 0.1%
216109.88	1	< 0.1%
214346.96	1	< 0.1%
213146.2	1	< 0.1%
212778.2	1	< 0.1%
212696.32	1	< 0.1%
212692.97	1	< 0.1%

NumOfProducts
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.5 KiB

1	5084
2	4590
3	266
4	60

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	3
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Most occurring characters

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

HasCrCard
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.5 KiB

1	7055
0	2945

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Most occurring characters

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

IsActiveMember
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.5 KiB

1	5151
0	4849

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Most occurring characters

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

EstimatedSalary
Real number (ℝ)

High correlation

Distinct	9999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100090.24

Minimum	11.58
Maximum	199992.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	11.58
5-th percentile	9851.8185
Q1	51002.11
median	100193.91
Q3	149388.25
95-th percentile	190155.38
Maximum	199992.48
Range	199980.9
Interquartile range (IQR)	98386.137

Descriptive statistics

Standard deviation	57510.493
Coefficient of variation (CV)	0.57458642
Kurtosis	-1.1815184
Mean	100090.24
Median Absolute Deviation (MAD)	49198.15
Skewness	0.0020853577
Sum	1.0009024 × 10⁹
Variance	3.3074568 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24924.92	2	< 0.1%
121505.61	1	< 0.1%
89874.82	1	< 0.1%
72500.68	1	< 0.1%
182692.8	1	< 0.1%
4993.94	1	< 0.1%
124964.82	1	< 0.1%
161971.42	1	< 0.1%
3729.89	1	< 0.1%
55313.44	1	< 0.1%
Other values (9989)	9989	99.9%

Value	Count	Frequency (%)
11.58	1	< 0.1%
90.07	1	< 0.1%
91.75	1	< 0.1%
96.27	1	< 0.1%
106.67	1	< 0.1%
123.07	1	< 0.1%
142.81	1	< 0.1%
143.34	1	< 0.1%
178.19	1	< 0.1%
216.27	1	< 0.1%

Value	Count	Frequency (%)
199992.48	1	< 0.1%
199970.74	1	< 0.1%
199953.33	1	< 0.1%
199929.17	1	< 0.1%
199909.32	1	< 0.1%
199862.75	1	< 0.1%
199857.47	1	< 0.1%
199841.32	1	< 0.1%
199808.1	1	< 0.1%
199805.63	1	< 0.1%

Exited
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.5 KiB

0	7963
1	2037

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Most occurring characters

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Age_Balance_Interaction
Real number (ℝ)

High correlation Zeros

Distinct	6383
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2995492

Minimum	0
Maximum	13796953
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3360210.8
Q3	4911035.1
95-th percentile	7308972.6
Maximum	13796953
Range	13796953
Interquartile range (IQR)	4911035.1

Descriptive statistics

Standard deviation	2646812.7
Coefficient of variation (CV)	0.88359865
Kurtosis	-0.68593908
Mean	2995492
Median Absolute Deviation (MAD)	2508157.5
Skewness	0.333125
Sum	2.995492 × 10¹⁰
Variance	7.0056173 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
4621662.9	2	< 0.1%
5718801.16	1	< 0.1%
4813426.73	1	< 0.1%
4161915	1	< 0.1%
3761550.3	1	< 0.1%
5100728	1	< 0.1%
3750206.2	1	< 0.1%
4041462.24	1	< 0.1%
3927844.8	1	< 0.1%
Other values (6373)	6373	63.7%

Value	Count	Frequency (%)
0	3617	36.2%
150747.6	1	< 0.1%
499198	1	< 0.1%
573122.74	1	< 0.1%
709530.78	1	< 0.1%
750575.49	1	< 0.1%
804923.13	1	< 0.1%
829147.68	1	< 0.1%
965392.8	1	< 0.1%
965929.2	1	< 0.1%

Value	Count	Frequency (%)
13796952.94	1	< 0.1%
13588090.92	1	< 0.1%
13002612.69	1	< 0.1%
12903905.97	1	< 0.1%
12678403.62	1	< 0.1%
12534373.04	1	< 0.1%
12481756.32	1	< 0.1%
12427644.1	1	< 0.1%
12234455.68	1	< 0.1%
12087895.55	1	< 0.1%

Age_NumProducts_Interaction
Real number (ℝ)

High correlation

Distinct	151
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.371

Minimum	18
Maximum	272
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	18
5-th percentile	28
Q1	38
median	54
Q3	74
95-th percentile	114
Maximum	272
Range	254
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	28.616989
Coefficient of variation (CV)	0.48200281
Kurtosis	4.2937547
Mean	59.371
Median Absolute Deviation (MAD)	18
Skewness	1.6207495
Sum	593710
Variance	818.93205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	257	2.6%
74	254	2.5%
38	250	2.5%
72	248	2.5%
68	246	2.5%
35	238	2.4%
66	237	2.4%
62	234	2.3%
76	234	2.3%
70	229	2.3%
Other values (141)	7573	75.7%

Value	Count	Frequency (%)
18	11	0.1%
19	17	0.2%
20	18	0.2%
21	19	0.2%
22	43	0.4%
23	47	0.5%
24	67	0.7%
25	63	0.6%
26	98	1.0%
27	93	0.9%

Value	Count	Frequency (%)
272	1	< 0.1%
244	1	< 0.1%
240	2	< 0.1%
232	2	< 0.1%
231	1	< 0.1%
228	2	< 0.1%
220	3	< 0.1%
213	1	< 0.1%
212	1	< 0.1%
210	1	< 0.1%

CreditScore_Balance_Interaction
Real number (ℝ)

High correlation Zeros

Distinct	6384
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49794074

Minimum	0
Maximum	1.8086147 × 10⁸
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	59843137
Q3	82830378
95-th percentile	1.1163359 × 10⁸
Maximum	1.8086147 × 10⁸
Range	1.8086147 × 10⁸
Interquartile range (IQR)	82830378

Descriptive statistics

Standard deviation	41727692
Coefficient of variation (CV)	0.83800518
Kurtosis	-1.3186493
Mean	49794074
Median Absolute Deviation (MAD)	35474456
Skewness	0.0098291786
Sum	4.9794074 × 10¹¹
Variance	1.7412003 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
43908203.25	1	< 0.1%
58930954.7	1	< 0.1%
75235738	1	< 0.1%
92601245.4	1	< 0.1%
73419897.36	1	< 0.1%
79538857.2	1	< 0.1%
73490164.44	1	< 0.1%
64156286.04	1	< 0.1%
124599205	1	< 0.1%
Other values (6374)	6374	63.7%

Value	Count	Frequency (%)
0	3617	36.2%
2837823.57	1	< 0.1%
8023718.36	1	< 0.1%
10012485.6	1	< 0.1%
11943768.13	1	< 0.1%
13440288.55	1	< 0.1%
14627396.19	1	< 0.1%
15488681.29	1	< 0.1%
15640800.7	1	< 0.1%
16244345.88	1	< 0.1%

Value	Count	Frequency (%)
180861470	1	< 0.1%
180008163.5	1	< 0.1%
175112699	1	< 0.1%
169344769	1	< 0.1%
166478454.9	1	< 0.1%
164338248.9	1	< 0.1%
154274640.5	1	< 0.1%
152799430.7	1	< 0.1%
151569766.1	1	< 0.1%
151569516.6	1	< 0.1%

CreditScore_EstimatedSalary_Interaction
Real number (ℝ)

High correlation Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65103890

Minimum	8210.22
Maximum	1.6980932 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	8210.22
5-th percentile	6244707.6
Q1	32418420
median	63131078
Q3	95552684
95-th percentile	1.3141902 × 10⁸
Maximum	1.6980932 × 10⁸
Range	1.6980111 × 10⁸
Interquartile range (IQR)	63134264

Descriptive statistics

Standard deviation	39133029
Coefficient of variation (CV)	0.60108589
Kurtosis	-0.87439336
Mean	65103890
Median Absolute Deviation (MAD)	31602663
Skewness	0.22279385
Sum	6.510389 × 10¹¹
Variance	1.531394 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30247097.76	1	< 0.1%
62734956.72	1	< 0.1%
68425888.64	1	< 0.1%
57193648.14	1	< 0.1%
65584814.37	1	< 0.1%
67221485	1	< 0.1%
96593077.95	1	< 0.1%
8271621.6	1	< 0.1%
44874426.88	1	< 0.1%
37545190.5	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
8210.22	1	< 0.1%
56293.75	1	< 0.1%
59178.75	1	< 0.1%
67095.43	1	< 0.1%
68351.7	1	< 0.1%
87133.56	1	< 0.1%
89014.14	1	< 0.1%
102537.58	1	< 0.1%
119164.77	1	< 0.1%
144512.09	1	< 0.1%

Value	Count	Frequency (%)
169809319.5	1	< 0.1%
169739764	1	< 0.1%
168798290.1	1	< 0.1%
168464687.5	1	< 0.1%
168297152.5	1	< 0.1%
168163263.8	1	< 0.1%
167676593	1	< 0.1%
167095167.5	1	< 0.1%
165778109.5	1	< 0.1%
165342352.6	1	< 0.1%

Tenure_NumProducts_Interaction
Real number (ℝ)

High correlation Zeros

Distinct	25
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6932

Minimum	0
Maximum	40
Zeros	413
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	18
Maximum	40
Range	40
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.5818446
Coefficient of variation (CV)	0.72555564
Kurtosis	1.272033
Mean	7.6932
Median Absolute Deviation (MAD)	3
Skewness	1.0145254
Sum	76932
Variance	31.156989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
4	1051	10.5%
8	998	10.0%
6	941	9.4%
2	904	9.0%
10	709	7.1%
1	568	5.7%
3	561	5.6%
9	542	5.4%
7	517	5.2%
5	501	5.0%
Other values (15)	2708	27.1%

Value	Count	Frequency (%)
0	413	4.1%
1	568	5.7%
2	904	9.0%
3	561	5.6%
4	1051	10.5%
5	501	5.0%
6	941	9.4%
7	517	5.2%
8	998	10.0%
9	542	5.4%

Value	Count	Frequency (%)
40	4	< 0.1%
36	10	0.1%
32	4	< 0.1%
30	17	0.2%
28	5	0.1%
27	23	0.2%
24	32	0.3%
21	24	0.2%
20	235	2.4%
18	468	4.7%

Tenure_Balance_Interaction
Real number (ℝ)

High correlation Zeros

Distinct	6108
Distinct (%)	61.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	381197.29

Minimum	0
Maximum	2007249.6
Zeros	3893
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	241634.29
Q3	690470.82
95-th percentile	1195817.5
Maximum	2007249.6
Range	2007249.6
Interquartile range (IQR)	690470.82

Descriptive statistics

Standard deviation	422718
Coefficient of variation (CV)	1.1089218
Kurtosis	-0.28447616
Mean	381197.29
Median Absolute Deviation (MAD)	241634.29
Skewness	0.87057062
Sum	3.8119729 × 10⁹
Variance	1.7869051 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3893	38.9%
501540.04	1	< 0.1%
159397.75	1	< 0.1%
1153909.6	1	< 0.1%
224525.68	1	< 0.1%
872854.4	1	< 0.1%
1279325.88	1	< 0.1%
327327.99	1	< 0.1%
586349.2	1	< 0.1%
319584	1	< 0.1%
Other values (6098)	6098	61.0%

Value	Count	Frequency (%)
0	3893	38.9%
33787.18	1	< 0.1%
35549.81	1	< 0.1%
35741.69	1	< 0.1%
39344.83	1	< 0.1%
40488.76	1	< 0.1%
43504.42	1	< 0.1%
43772.66	1	< 0.1%
44054.84	1	< 0.1%
46870.43	1	< 0.1%

Value	Count	Frequency (%)
2007249.6	1	< 0.1%
2000408.67	1	< 0.1%
1985461	1	< 0.1%
1917756.5	1	< 0.1%
1910917.4	1	< 0.1%
1910826.27	1	< 0.1%
1861819.02	1	< 0.1%
1859666.4	1	< 0.1%
1850637	1	< 0.1%
1837684.7	1	< 0.1%

Age_Squared
Real number (ℝ)

High correlation

Distinct	70
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1624.8896

Minimum	324
Maximum	8464
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	324
5-th percentile	625
Q1	1024
median	1369
Q3	1936
95-th percentile	3600
Maximum	8464
Range	8140
Interquartile range (IQR)	912

Descriptive statistics

Standard deviation	942.96316
Coefficient of variation (CV)	0.58032445
Kurtosis	4.8610635
Mean	1624.8896
Median Absolute Deviation (MAD)	408
Skewness	1.8952596
Sum	16248896
Variance	889179.52
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1369	478	4.8%
1444	477	4.8%
1225	474	4.7%
1296	456	4.6%
1156	447	4.5%
1089	442	4.4%
1600	432	4.3%
1521	423	4.2%
1024	418	4.2%
961	404	4.0%
Other values (60)	5549	55.5%

Value	Count	Frequency (%)
324	22	0.2%
361	27	0.3%
400	40	0.4%
441	53	0.5%
484	84	0.8%
529	99	1.0%
576	132	1.3%
625	154	1.5%
676	200	2.0%
729	209	2.1%

Value	Count	Frequency (%)
8464	2	< 0.1%
7744	1	< 0.1%
7225	1	< 0.1%
7056	2	< 0.1%
6889	1	< 0.1%
6724	1	< 0.1%
6561	4	< 0.1%
6400	3	< 0.1%
6241	4	< 0.1%
6084	5	0.1%

Balance_Squared
Real number (ℝ)

High correlation Zeros

Distinct	6382
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7431381 × 10⁹

Minimum	0
Maximum	6.2949852 × 10¹⁰
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	9.4475563 × 10⁹
Q3	1.6293052 × 10¹⁰
95-th percentile	2.6475089 × 10¹⁰
Maximum	6.2949852 × 10¹⁰
Range	6.2949852 × 10¹⁰
Interquartile range (IQR)	1.6293052 × 10¹⁰

Descriptive statistics

Standard deviation	9.4001714 × 10⁹
Coefficient of variation (CV)	0.96479916
Kurtosis	-0.089831757
Mean	9.7431381 × 10⁹
Median Absolute Deviation (MAD)	9.4475563 × 10⁹
Skewness	0.67125441
Sum	9.7431381 × 10¹³
Variance	8.8363223 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
1.694444238 × 10¹⁰	2	< 0.1%
1.112470983 × 10¹⁰	2	< 0.1%
2.540764271 × 10¹⁰	1	< 0.1%
2.080480258 × 10¹⁰	1	< 0.1%
1.260294524 × 10¹⁰	1	< 0.1%
1.190429381 × 10¹⁰	1	< 0.1%
2.020586058 × 10¹⁰	1	< 0.1%
1.190484589 × 10¹⁰	1	< 0.1%
2.148783652 × 10¹⁰	1	< 0.1%
Other values (6372)	6372	63.7%

Value	Count	Frequency (%)
0	3617	36.2%
14203024.32	1	< 0.1%
155231415.5	1	< 0.1%
203427463.8	1	< 0.1%
285393383.1	1	< 0.1%
552405581	1	< 0.1%
578087487.9	1	< 0.1%
744658411.9	1	< 0.1%
757193544.1	1	< 0.1%
770393870.6	1	< 0.1%

Value	Count	Frequency (%)
6.294985157 × 10¹⁰	1	< 0.1%
5.682862876 × 10¹⁰	1	< 0.1%
4.940289935 × 10¹⁰	1	< 0.1%
4.907678148 × 10¹⁰	1	< 0.1%
4.670348023 × 10¹⁰	1	< 0.1%
4.594461926 × 10¹⁰	1	< 0.1%
4.543130257 × 10¹⁰	1	< 0.1%
4.52745624 × 10¹⁰	1	< 0.1%
4.523972454 × 10¹⁰	1	< 0.1%
4.523829949 × 10¹⁰	1	< 0.1%

CreditScore_Squared
Real number (ℝ)

High correlation

Distinct	460
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	432528.65

Minimum	122500
Maximum	722500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	122500
5-th percentile	239121
Q1	341056
median	425104
Q3	515524
95-th percentile	659344
Maximum	722500
Range	600000
Interquartile range (IQR)	174468

Descriptive statistics

Standard deviation	125628.72
Coefficient of variation (CV)	0.29045179
Kurtosis	-0.42841908
Mean	432528.65
Median Absolute Deviation (MAD)	86380
Skewness	0.27249881
Sum	4.3252865 × 10⁹
Variance	1.5782575 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
722500	233	2.3%
459684	63	0.6%
429025	54	0.5%
497025	53	0.5%
444889	53	0.5%
467856	52	0.5%
448900	50	0.5%
423801	50	0.5%
435600	48	0.5%
466489	48	0.5%
Other values (450)	9296	93.0%

Value	Count	Frequency (%)
122500	5	0.1%
123201	1	< 0.1%
128164	1	< 0.1%
128881	1	< 0.1%
131769	1	< 0.1%
133225	1	< 0.1%
134689	1	< 0.1%
139129	1	< 0.1%
141376	2	< 0.1%
145924	1	< 0.1%

Value	Count	Frequency (%)
722500	233	2.3%
720801	8	0.1%
719104	5	0.1%
717409	6	0.1%
715716	5	0.1%
714025	6	0.1%
712336	7	0.1%
710649	2	< 0.1%
708964	7	0.1%
707281	12	0.1%

Log_Balance
Real number (ℝ)

High correlation Zeros

Distinct	6382
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4413267

Minimum	0
Maximum	12.432806
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	11.484521
Q3	11.75701
95-th percentile	11.999741
Maximum	12.432806
Range	12.432806
Interquartile range (IQR)	11.75701

Descriptive statistics

Standard deviation	5.6063999
Coefficient of variation (CV)	0.75341402
Kurtosis	-1.6679604
Mean	7.4413267
Median Absolute Deviation (MAD)	0.40941638
Skewness	-0.57082849
Sum	74413.267
Variance	31.43172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
11.77661055	2	< 0.1%
11.56622677	2	< 0.1%
11.9791642	1	< 0.1%
11.87923178	1	< 0.1%
11.62860709	1	< 0.1%
11.60009166	1	< 0.1%
11.8646263	1	< 0.1%
11.60011485	1	< 0.1%
11.89538326	1	< 0.1%
Other values (6372)	6372	63.7%

Value	Count	Frequency (%)
0	3617	36.2%
8.234748049	1	< 0.1%
9.430294041	1	< 0.1%
9.565480138	1	< 0.1%
9.734748731	1	< 0.1%
10.06493909	1	< 0.1%
10.08765948	1	< 0.1%
10.21425473	1	< 0.1%
10.22260107	1	< 0.1%
10.23124226	1	< 0.1%

Value	Count	Frequency (%)
12.43280611	1	< 0.1%
12.38165723	1	< 0.1%
12.31164197	1	< 0.1%
12.30833045	1	< 0.1%
12.28354689	1	< 0.1%
12.27535595	1	< 0.1%
12.26973829	1	< 0.1%
12.26801029	1	< 0.1%
12.2676254	1	< 0.1%
12.26760965	1	< 0.1%

Log_EstimatedSalary
Real number (ℝ)

High correlation

Distinct	9999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.208386

Minimum	2.5321083
Maximum	12.20604
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	2.5321083
5-th percentile	9.195512
Q1	10.839642
median	11.514873
Q3	11.914311
95-th percentile	12.155602
Maximum	12.20604
Range	9.6739318
Interquartile range (IQR)	1.0746687

Descriptive statistics

Standard deviation	1.0002163
Coefficient of variation (CV)	0.089238207
Kurtosis	5.6415644
Mean	11.208386
Median Absolute Deviation (MAD)	0.4776381
Skewness	-1.9986948
Sum	112083.86
Variance	1.0004326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.1236635	2	< 0.1%
11.70772394	1	< 0.1%
11.40618422	1	< 0.1%
11.19136501	1	< 0.1%
12.11556681	1	< 0.1%
8.516180679	1	< 0.1%
11.73579554	1	< 0.1%
11.99518135	1	< 0.1%
8.22440209	1	< 0.1%
10.92078927	1	< 0.1%
Other values (9989)	9989	99.9%

Value	Count	Frequency (%)
2.532108251	1	< 0.1%
4.511628442	1	< 0.1%
4.529907701	1	< 0.1%
4.577490617	1	< 0.1%
4.679070994	1	< 0.1%
4.820845922	1	< 0.1%
4.968492984	1	< 0.1%
4.972171628	1	< 0.1%
5.188446695	1	< 0.1%
5.38114082	1	< 0.1%

Value	Count	Frequency (%)
12.20604004	1	< 0.1%
12.20593134	1	< 0.1%
12.20584427	1	< 0.1%
12.20572343	1	< 0.1%
12.20562414	1	< 0.1%
12.20539116	1	< 0.1%
12.20536475	1	< 0.1%
12.20528393	1	< 0.1%
12.20511769	1	< 0.1%
12.20510533	1	< 0.1%

Balance_to_EstimatedSalary_Ratio
Real number (ℝ)

High correlation Skewed Zeros

Distinct	6384
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7901501

Minimum	0
Maximum	9770.8831
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.74699756
Q3	1.5140021
95-th percentile	7.249045
Maximum	9770.8831
Range	9770.8831
Interquartile range (IQR)	1.5140021

Descriptive statistics

Standard deviation	100.05576
Coefficient of variation (CV)	26.398891
Kurtosis	9087.2039
Mean	3.7901501
Median Absolute Deviation (MAD)	0.74699756
Skewness	93.396676
Sum	37901.501
Variance	10011.155
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
6.741532902	1	< 0.1%
1.83593438	1	< 0.1%
2.780637246	1	< 0.1%
0.7822023076	1	< 0.1%
8.719857018	1	< 0.1%
0.899389113	1	< 0.1%
3.599665122	1	< 0.1%
21.8439721	1	< 0.1%
1.630998193	1	< 0.1%
Other values (6374)	6374	63.7%

Value	Count	Frequency (%)
0	3617	36.2%
0.02128406861	1	< 0.1%
0.0794650291	1	< 0.1%
0.1383662635	1	< 0.1%
0.1416132822	1	< 0.1%
0.1809953777	1	< 0.1%
0.1875132022	1	< 0.1%
0.1925807942	1	< 0.1%
0.2009916317	1	< 0.1%
0.2053776745	1	< 0.1%

Value	Count	Frequency (%)
9770.883148	1	< 0.1%
1311.805175	1	< 0.1%
849.1642621	1	< 0.1%
607.0340169	1	< 0.1%
436.1363234	1	< 0.1%
351.8073764	1	< 0.1%
348.5070562	1	< 0.1%
344.6832824	1	< 0.1%
320.6303944	1	< 0.1%
290.6580917	1	< 0.1%

NumProducts_to_Tenure_Ratio
Real number (ℝ)

High correlation

Distinct	30
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36717311

Minimum	0.090909091
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0.090909091
5-th percentile	0.1
Q1	0.16666667
median	0.25
Q3	0.5
95-th percentile	1
Maximum	3
Range	2.9090909
Interquartile range (IQR)	0.33333333

Descriptive statistics

Standard deviation	0.3377603
Coefficient of variation (CV)	0.91989387
Kurtosis	10.250591
Mean	0.36717311
Median Absolute Deviation (MAD)	0.10714286
Skewness	2.7898229
Sum	3671.7311
Variance	0.11408202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.5	1039	10.4%
0.25	1011	10.1%
0.3333333333	969	9.7%
0.2	955	9.6%
1	696	7.0%
0.6666666667	550	5.5%
0.1111111111	525	5.2%
0.125	517	5.2%
0.1666666667	501	5.0%
0.1	500	5.0%
Other values (20)	2737	27.4%

Value	Count	Frequency (%)
0.09090909091	241	2.4%
0.1	500	5.0%
0.1111111111	525	5.2%
0.125	517	5.2%
0.1428571429	490	4.9%
0.1666666667	501	5.0%
0.1818181818	228	2.3%
0.2	955	9.6%
0.2222222222	468	4.7%
0.25	1011	10.1%

Value	Count	Frequency (%)
3	6	0.1%
2	175	1.8%
1.5	32	0.3%
1.333333333	11	0.1%
1	696	7.0%
0.8	3	< 0.1%
0.75	42	0.4%
0.6666666667	550	5.5%
0.6	20	0.2%
0.5714285714	4	< 0.1%

BalanceCategory
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	698.9 KiB

Non-Zero Balance	6383
Zero Balance	3617

Length

Max length	16
Median length	16
Mean length	14.5532
Min length	12

Characters and Unicode

Total characters	145532
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Zero Balance
2nd row	Non-Zero Balance
3rd row	Non-Zero Balance
4th row	Zero Balance
5th row	Non-Zero Balance

Common Values

Value	Count	Frequency (%)
Non-Zero Balance	6383	63.8%
Zero Balance	3617	36.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
balance	10000	50.0%
non-zero	6383	31.9%
zero	3617	18.1%

Most occurring characters

Value	Count	Frequency (%)
a	20000	13.7%
e	20000	13.7%
o	16383	11.3%
n	16383	11.3%
	10000	6.9%
B	10000	6.9%
r	10000	6.9%
Z	10000	6.9%
l	10000	6.9%
c	10000	6.9%
Other values (2)	12766	8.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	145532	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	20000	13.7%
e	20000	13.7%
o	16383	11.3%
n	16383	11.3%
	10000	6.9%
B	10000	6.9%
r	10000	6.9%
Z	10000	6.9%
l	10000	6.9%
c	10000	6.9%
Other values (2)	12766	8.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	145532	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	20000	13.7%
e	20000	13.7%
o	16383	11.3%
n	16383	11.3%
	10000	6.9%
B	10000	6.9%
r	10000	6.9%
Z	10000	6.9%
l	10000	6.9%
c	10000	6.9%
Other values (2)	12766	8.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	145532	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	20000	13.7%
e	20000	13.7%
o	16383	11.3%
n	16383	11.3%
	10000	6.9%
B	10000	6.9%
r	10000	6.9%
Z	10000	6.9%
l	10000	6.9%
c	10000	6.9%
Other values (2)	12766	8.8%

RegionChurnRate
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	737.9 KiB

0.16455928165658787	5457
0.2507153863086066	4543

Length

Max length	19
Median length	19
Mean length	18.5457
Min length	18

Characters and Unicode

Total characters	185457
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.2507153863086066
2nd row	0.2507153863086066
3rd row	0.2507153863086066
4th row	0.2507153863086066
5th row	0.2507153863086066

Common Values

Value	Count	Frequency (%)
0.16455928165658787	5457	54.6%
0.2507153863086066	4543	45.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.16455928165658787	5457	54.6%
0.2507153863086066	4543	45.4%

Most occurring characters

Value	Count	Frequency (%)
6	34543	18.6%
5	30914	16.7%
8	25457	13.7%
0	23629	12.7%
1	15457	8.3%
7	15457	8.3%
.	10000	5.4%
2	10000	5.4%
3	9086	4.9%
9	5457	2.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	185457	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
6	34543	18.6%
5	30914	16.7%
8	25457	13.7%
0	23629	12.7%
1	15457	8.3%
7	15457	8.3%
.	10000	5.4%
2	10000	5.4%
3	9086	4.9%
9	5457	2.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	185457	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
6	34543	18.6%
5	30914	16.7%
8	25457	13.7%
0	23629	12.7%
1	15457	8.3%
7	15457	8.3%
.	10000	5.4%
2	10000	5.4%
3	9086	4.9%
9	5457	2.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	185457	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
6	34543	18.6%
5	30914	16.7%
8	25457	13.7%
0	23629	12.7%
1	15457	8.3%
7	15457	8.3%
.	10000	5.4%
2	10000	5.4%
3	9086	4.9%
9	5457	2.9%

Interactions

Correlations

	Age	Age_Balance_Interaction	Age_NumProducts_Interaction	Age_Squared	Balance	BalanceCategory	Balance_Squared	Balance_to_EstimatedSalary_Ratio	CreditScore	CreditScore_Balance_Interaction	CreditScore_EstimatedSalary_Interaction	CreditScore_Squared	EstimatedSalary	Exited	Gender	Geography	HasCrCard	IsActiveMember	Log_Balance	Log_EstimatedSalary	NumOfProducts	NumProducts_to_Tenure_Ratio	RegionChurnRate	Tenure	Tenure_Balance_Interaction	Tenure_NumProducts_Interaction
Age	1.000	0.321	0.505	1.000	0.033	0.044	0.033	0.036	-0.008	0.033	-0.005	-0.008	-0.002	0.375	0.026	0.050	0.013	0.144	0.033	-0.002	0.087	-0.020	0.026	-0.010	0.036	-0.038
Age_Balance_Interaction	0.321	1.000	-0.097	0.321	0.913	0.992	0.913	0.797	0.004	0.884	0.009	0.004	0.008	0.240	0.025	0.309	0.000	0.062	0.913	0.008	0.231	-0.163	0.025	-0.007	0.769	-0.154
Age_NumProducts_Interaction	0.505	-0.097	1.000	0.505	-0.259	0.306	-0.259	-0.264	0.008	-0.257	0.009	0.008	0.007	0.269	0.040	0.027	0.000	0.083	-0.259	0.007	0.659	0.436	0.040	0.005	-0.244	0.377
Age_Squared	1.000	0.321	0.505	1.000	0.033	0.041	0.033	0.036	-0.008	0.033	-0.005	-0.008	-0.002	0.372	0.040	0.047	0.000	0.144	0.033	-0.002	0.083	-0.020	0.040	-0.010	0.036	-0.038
Balance	0.033	0.913	-0.259	0.033	1.000	0.998	1.000	0.822	0.006	0.955	0.012	0.006	0.012	0.141	0.000	0.315	0.039	0.014	1.000	0.012	0.230	-0.161	0.000	-0.010	0.796	-0.155
BalanceCategory	0.044	0.992	0.306	0.041	0.998	1.000	0.890	0.000	0.020	0.998	0.017	0.018	0.024	0.122	0.000	0.435	0.015	0.000	1.000	0.023	0.397	0.104	0.000	0.000	0.786	0.210
Balance_Squared	0.033	0.913	-0.259	0.033	1.000	0.890	1.000	0.822	0.006	0.955	0.012	0.006	0.012	0.125	0.008	0.293	0.025	0.002	1.000	0.012	0.207	-0.161	0.008	-0.010	0.796	-0.155
Balance_to_EstimatedSalary_Ratio	0.036	0.797	-0.264	0.036	0.822	0.000	0.822	1.000	0.007	0.808	-0.356	0.007	-0.369	0.024	0.002	0.010	0.009	0.001	0.822	-0.369	0.000	-0.159	0.002	-0.018	0.733	-0.165
CreditScore	-0.008	0.004	0.008	-0.008	0.006	0.020	0.006	0.007	1.000	0.217	0.221	1.000	0.001	0.086	0.000	0.018	0.000	0.025	0.006	0.001	0.017	0.005	0.000	0.001	0.008	0.004
CreditScore_Balance_Interaction	0.033	0.884	-0.257	0.033	0.955	0.998	0.955	0.808	0.217	1.000	0.061	0.217	0.012	0.122	0.027	0.312	0.031	0.000	0.955	0.012	0.230	-0.160	0.027	-0.010	0.782	-0.155
CreditScore_EstimatedSalary_Interaction	-0.005	0.009	0.009	-0.005	0.012	0.017	0.012	-0.356	0.221	0.061	1.000	0.221	0.966	0.000	0.000	0.000	0.011	0.000	0.012	0.966	0.015	0.004	0.000	0.009	0.016	0.017
CreditScore_Squared	-0.008	0.004	0.008	-0.008	0.006	0.018	0.006	0.007	1.000	0.217	0.221	1.000	0.001	0.047	0.000	0.017	0.000	0.017	0.006	0.001	0.000	0.005	0.000	0.001	0.008	0.004
EstimatedSalary	-0.002	0.008	0.007	-0.002	0.012	0.024	0.012	-0.369	0.001	0.012	0.966	0.001	1.000	0.000	0.021	0.017	0.000	0.025	0.012	1.000	0.019	0.003	0.021	0.008	0.014	0.014
Exited	0.375	0.240	0.269	0.372	0.141	0.122	0.125	0.024	0.086	0.122	0.000	0.047	0.000	1.000	0.106	0.173	0.000	0.156	0.122	0.008	0.387	0.162	0.106	0.022	0.092	0.208
Gender	0.026	0.025	0.040	0.040	0.000	0.000	0.008	0.002	0.000	0.027	0.000	0.000	0.021	0.106	1.000	0.022	0.000	0.020	0.000	0.000	0.042	0.040	1.000	0.025	0.026	0.021
Geography	0.050	0.309	0.027	0.047	0.315	0.435	0.293	0.010	0.018	0.312	0.000	0.017	0.017	0.173	0.022	1.000	0.005	0.018	0.309	0.010	0.047	0.022	0.022	0.028	0.249	0.025
HasCrCard	0.013	0.000	0.000	0.000	0.039	0.015	0.025	0.009	0.000	0.031	0.011	0.000	0.000	0.000	0.000	0.005	1.000	0.006	0.015	0.030	0.000	0.027	0.000	0.026	0.000	0.017
IsActiveMember	0.144	0.062	0.083	0.144	0.014	0.000	0.002	0.001	0.025	0.000	0.000	0.017	0.025	0.156	0.020	0.018	0.006	1.000	0.021	0.000	0.038	0.035	0.020	0.021	0.021	0.019
Log_Balance	0.033	0.913	-0.259	0.033	1.000	1.000	1.000	0.822	0.006	0.955	0.012	0.006	0.012	0.122	0.000	0.309	0.015	0.021	1.000	0.012	0.229	-0.161	0.000	-0.010	0.796	-0.155
Log_EstimatedSalary	-0.002	0.008	0.007	-0.002	0.012	0.023	0.012	-0.369	0.001	0.012	0.966	0.001	1.000	0.008	0.000	0.010	0.030	0.000	0.012	1.000	0.011	0.003	0.000	0.008	0.014	0.014
NumOfProducts	0.087	0.231	0.659	0.083	0.230	0.397	0.207	0.000	0.017	0.230	0.015	0.000	0.019	0.387	0.042	0.047	0.000	0.038	0.229	0.011	1.000	0.371	0.042	0.035	0.179	0.521
NumProducts_to_Tenure_Ratio	-0.020	-0.163	0.436	-0.020	-0.161	0.104	-0.161	-0.159	0.005	-0.160	0.004	0.005	0.003	0.162	0.040	0.022	0.027	0.035	-0.161	0.003	0.371	1.000	0.040	-0.818	-0.517	-0.448
RegionChurnRate	0.026	0.025	0.040	0.040	0.000	0.000	0.008	0.002	0.000	0.027	0.000	0.000	0.021	0.106	1.000	0.022	0.000	0.020	0.000	0.000	0.042	0.040	1.000	0.025	0.026	0.021
Tenure	-0.010	-0.007	0.005	-0.010	-0.010	0.000	-0.010	-0.018	0.001	-0.010	0.009	0.001	0.008	0.022	0.025	0.028	0.026	0.021	-0.010	0.008	0.035	-0.818	0.025	1.000	0.405	0.862
Tenure_Balance_Interaction	0.036	0.769	-0.244	0.036	0.796	0.786	0.796	0.733	0.008	0.782	0.016	0.008	0.014	0.092	0.026	0.249	0.000	0.021	0.796	0.014	0.179	-0.517	0.026	0.405	1.000	0.199
Tenure_NumProducts_Interaction	-0.038	-0.154	0.377	-0.038	-0.155	0.210	-0.155	-0.165	0.004	-0.155	0.017	0.004	0.014	0.208	0.021	0.025	0.017	0.019	-0.155	0.014	0.521	-0.448	0.021	0.862	0.199	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited	Age_Balance_Interaction	Age_NumProducts_Interaction	CreditScore_Balance_Interaction	CreditScore_EstimatedSalary_Interaction	Tenure_NumProducts_Interaction	Tenure_Balance_Interaction	Age_Squared	Balance_Squared	CreditScore_Squared	Log_Balance	Log_EstimatedSalary	Balance_to_EstimatedSalary_Ratio	NumProducts_to_Tenure_Ratio	BalanceCategory	RegionChurnRate
0	619	France	Female	42	2	0.00	1	1	1	101348.88	1	0.00	42	0.000000e+00	62734956.72	2	0.00	1764	0.000000e+00	383161	0.000000	11.526334	0.000000	0.333333	Zero Balance	0.250715
1	608	Spain	Female	41	1	83807.86	1	0	1	112542.58	0	3436122.26	41	5.095518e+07	68425888.64	1	83807.86	1681	7.023757e+09	369664	11.336294	11.631096	0.744670	0.500000	Non-Zero Balance	0.250715
2	502	France	Female	42	8	159660.80	3	1	0	113931.57	1	6705753.60	126	8.014972e+07	57193648.14	24	1277286.40	1764	2.549157e+10	252004	11.980813	11.643362	1.401362	0.333333	Non-Zero Balance	0.250715
3	699	France	Female	39	1	0.00	2	0	0	93826.63	0	0.00	78	0.000000e+00	65584814.37	2	0.00	1521	0.000000e+00	488601	0.000000	11.449215	0.000000	1.000000	Zero Balance	0.250715
4	850	Spain	Female	43	2	125510.82	1	1	1	79084.10	0	5396965.26	43	1.066842e+08	67221485.00	2	251021.64	1849	1.575297e+10	722500	11.740155	11.278280	1.587035	0.333333	Non-Zero Balance	0.250715
5	645	Spain	Male	44	8	113755.78	2	1	0	149756.71	1	5005254.32	88	7.337248e+07	96593077.95	16	910046.24	1936	1.294038e+10	416025	11.641818	11.916774	0.759599	0.222222	Non-Zero Balance	0.164559
6	822	France	Male	50	7	0.00	2	1	1	10062.80	0	0.00	100	0.000000e+00	8271621.60	14	0.00	2500	0.000000e+00	675684	0.000000	9.216700	0.000000	0.250000	Zero Balance	0.164559
7	376	Germany	Female	29	4	115046.74	4	1	0	119346.88	1	3336355.46	116	4.325757e+07	44874426.88	16	460186.96	841	1.323575e+10	141376	11.653102	11.689798	0.963961	0.800000	Non-Zero Balance	0.250715
8	501	France	Male	44	4	142051.07	2	0	1	74940.50	0	6250247.08	88	7.116759e+07	37545190.50	8	568204.28	1936	2.017851e+10	251001	11.863949	11.224463	1.895493	0.400000	Non-Zero Balance	0.164559
9	684	France	Male	27	2	134603.88	1	1	1	71725.73	0	3634304.76	27	9.206905e+07	49060399.32	2	269207.76	729	1.811820e+10	467856	11.810099	11.180619	1.876621	0.333333	Non-Zero Balance	0.164559

	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited	Age_Balance_Interaction	Age_NumProducts_Interaction	CreditScore_Balance_Interaction	CreditScore_EstimatedSalary_Interaction	Tenure_NumProducts_Interaction	Tenure_Balance_Interaction	Age_Squared	Balance_Squared	CreditScore_Squared	Log_Balance	Log_EstimatedSalary	Balance_to_EstimatedSalary_Ratio	NumProducts_to_Tenure_Ratio	BalanceCategory	RegionChurnRate
9990	714	Germany	Male	33	3	35016.60	1	1	0	53667.08	0	1155547.80	33	2.500185e+07	3.831830e+07	3	105049.80	1089	1.226162e+09	509796	10.463606	10.890574	0.652466	0.250000	Non-Zero Balance	0.164559
9991	597	France	Female	53	4	88381.21	1	1	0	69384.71	1	4684204.13	53	5.276358e+07	4.142267e+07	4	353524.84	2809	7.811238e+09	356409	11.389426	11.147436	1.273767	0.200000	Non-Zero Balance	0.250715
9992	726	Spain	Male	36	2	0.00	1	1	0	195192.40	0	0.00	36	0.000000e+00	1.417097e+08	2	0.00	1296	0.000000e+00	527076	0.000000	12.181746	0.000000	0.333333	Zero Balance	0.164559
9993	644	France	Male	28	7	155060.41	1	1	0	29179.52	0	4341691.48	28	9.985890e+07	1.879161e+07	7	1085422.87	784	2.404373e+10	414736	11.951577	10.281257	5.313833	0.125000	Non-Zero Balance	0.164559
9994	800	France	Female	29	2	0.00	2	0	0	167773.55	0	0.00	58	0.000000e+00	1.342188e+08	4	0.00	841	0.000000e+00	640000	0.000000	12.030376	0.000000	0.666667	Zero Balance	0.250715
9995	771	France	Male	39	5	0.00	2	1	0	96270.64	0	0.00	78	0.000000e+00	7.422466e+07	10	0.00	1521	0.000000e+00	594441	0.000000	11.474929	0.000000	0.333333	Zero Balance	0.164559
9996	516	France	Male	35	10	57369.61	1	1	1	101699.77	0	2007936.35	35	2.960272e+07	5.247708e+07	10	573696.10	1225	3.291272e+09	266256	10.957287	11.529790	0.564102	0.090909	Non-Zero Balance	0.164559
9997	709	France	Female	36	7	0.00	1	0	1	42085.58	1	0.00	36	0.000000e+00	2.983868e+07	7	0.00	1296	0.000000e+00	502681	0.000000	10.647484	0.000000	0.125000	Zero Balance	0.250715
9998	772	Germany	Male	42	3	75075.31	2	1	0	92888.52	1	3153163.02	84	5.795814e+07	7.170994e+07	6	225225.93	1764	5.636302e+09	595984	11.226260	11.439166	0.808222	0.500000	Non-Zero Balance	0.164559
9999	792	France	Female	28	4	130142.79	1	1	0	38190.78	0	3643998.12	28	1.030731e+08	3.024710e+07	4	520571.16	784	1.693715e+10	627264	11.776395	10.550376	3.407613	0.200000	Non-Zero Balance	0.250715

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)